自然语言语法符合自由能原理。

IF 1.3 1区 哲学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Synthese Pub Date : 2024-01-01 Epub Date: 2024-05-03 DOI:10.1007/s11229-024-04566-3
Elliot Murphy, Emma Holmes, Karl Friston
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引用次数: 0

摘要

自然语言语法产生了一系列无限制的分层结构表达式。我们认为,这些表达式是根据自由能原理(FEP)为主动推理服务的。虽然概念上的进步以及建模和模拟工作都试图将语音分割和语言交流与自由能原理联系起来,但我们将这一计划扩展到了负责生成句法对象的底层计算。我们认为,最近提出的语言设计经济性原则--如理论语法中的 "最小搜索 "标准--符合 FEP。这使 FEP 对高级语言功能有了更大程度的解释力,并为语言学提供了可计算性第一原则的基础。虽然我们主要关注的是在句法和 FEP 之间建立新的原则性概念关系,但我们也通过一些初步示例展示了树几何深度和柯尔莫哥洛夫复杂性估计(招募 Lempel-Ziv 压缩算法)如何直接与变异自由能最小化的公式一致,用于准确预测句法工作空间上的合法操作。这也是我们称之为图灵-乔姆斯基压缩(Turing-Chomsky Compression,TCC)的语言设计一般原则的动机。我们利用 TCC 将语言学家的关注点与 FEP 所提供的自组织规范性论述结合起来,从理论语言学和心理语言学中收集证据,将高效句法计算的核心原则建立在主动推理的基础上。
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Natural language syntax complies with the free-energy principle.

Natural language syntax yields an unbounded array of hierarchically structured expressions. We claim that these are used in the service of active inference in accord with the free-energy principle (FEP). While conceptual advances alongside modelling and simulation work have attempted to connect speech segmentation and linguistic communication with the FEP, we extend this program to the underlying computations responsible for generating syntactic objects. We argue that recently proposed principles of economy in language design-such as "minimal search" criteria from theoretical syntax-adhere to the FEP. This affords a greater degree of explanatory power to the FEP-with respect to higher language functions-and offers linguistics a grounding in first principles with respect to computability. While we mostly focus on building new principled conceptual relations between syntax and the FEP, we also show through a sample of preliminary examples how both tree-geometric depth and a Kolmogorov complexity estimate (recruiting a Lempel-Ziv compression algorithm) can be used to accurately predict legal operations on syntactic workspaces, directly in line with formulations of variational free energy minimization. This is used to motivate a general principle of language design that we term Turing-Chomsky Compression (TCC). We use TCC to align concerns of linguists with the normative account of self-organization furnished by the FEP, by marshalling evidence from theoretical linguistics and psycholinguistics to ground core principles of efficient syntactic computation within active inference.

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来源期刊
Synthese
Synthese 管理科学-科学史与科学哲学
CiteScore
3.30
自引率
13.30%
发文量
471
审稿时长
1 months
期刊介绍: Synthese is a philosophy journal focusing on contemporary issues in epistemology, philosophy of science, and related fields. More specifically, we divide our areas of interest into four groups: (1) epistemology, methodology, and philosophy of science, all broadly understood. (2) The foundations of logic and mathematics, where ‘logic’, ‘mathematics’, and ‘foundations’ are all broadly understood. (3) Formal methods in philosophy, including methods connecting philosophy to other academic fields. (4) Issues in ethics and the history and sociology of logic, mathematics, and science that contribute to the contemporary studies Synthese focuses on, as described in (1)-(3) above.
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